A MoE is five times faster and bigger in memory
A 26B mixture decodes 4 to 5 times faster than a dense model on a Mac and can take more RAM. Total parameters load, active ones compute.
10 minEverything we publish on AI: the models we run on our own machines, what the tools send home, the benchmarks we measure ourselves and the claims we check against the code. Start with the investigations, then the guides.
A 26B mixture decodes 4 to 5 times faster than a dense model on a Mac and can take more RAM. Total parameters load, active ones compute.
10 minOne is a fifth the size of the other, answers faster and holds more context; the hard questions decide it.
20 minA covert tracker in Claude Code, telemetry in others, and how to catch both.
8 minOurs was dead for three days while cron kept firing. A heartbeat, a wrapper and a watchdog raise the alarm within the hour.
7 minHermes Agent set up to fold calendar, goals and weather into one private daily briefing.
8 minWe watched every connection over two passes: none left the desk, and the code graph cost zero tokens.
8 minWe captured what each sends. One has a working off switch; the other, the agent we use daily, has none we could find.
7 minHermes Agent and LM Studio on an M4 Pro, with voice notes on Telegram at 3 am and nothing sent to a cloud.
17 minOne voice spec wired into OpenCode, Hermes and Pi through AGENTS.md, so their output matches.
12 minexo pools Apple Silicon machines into one, so a cluster holds DeepSeek 671B that no single Mac can.
7 min